Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: WASHC2C

Gene summary for WASHC2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WASHC2C

Gene ID

253725

Gene nameWASH complex subunit 2C
Gene AliasFAM21A
Cytomap10q11.22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y4E1


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
253725WASHC2CHTA11_347_2000001011HumanColorectumAD1.84e-125.37e-01-0.1954
253725WASHC2CHTA11_83_2000001011HumanColorectumSER7.50e-075.94e-01-0.1526
253725WASHC2CHTA11_696_2000001011HumanColorectumAD2.82e-094.88e-01-0.1464
253725WASHC2CHTA11_866_2000001011HumanColorectumAD4.84e-032.58e-01-0.1001
253725WASHC2CHTA11_546_2000001011HumanColorectumAD2.84e-064.96e-01-0.0842
253725WASHC2CHTA11_99999970781_79442HumanColorectumMSS9.55e-09-2.31e-010.294
253725WASHC2CHTA11_99999971662_82457HumanColorectumMSS9.63e-08-2.31e-010.3859
253725WASHC2CHTA11_99999974143_84620HumanColorectumMSS9.63e-08-2.31e-010.3005
253725WASHC2CA015-C-203HumanColorectumFAP3.45e-02-1.43e-01-0.1294
253725WASHC2CA002-C-205HumanColorectumFAP3.63e-02-1.39e-01-0.1236
253725WASHC2CA015-C-104HumanColorectumFAP3.25e-022.46e-02-0.1899
253725WASHC2CA002-C-116HumanColorectumFAP8.57e-03-1.32e-01-0.0452
253725WASHC2CHCC1HumanLiverHCC3.09e-123.31e+000.5336
253725WASHC2CHCC2HumanLiverHCC2.19e-223.05e+000.5341
253725WASHC2CHCC5HumanLiverHCC1.08e-061.41e+000.4932
253725WASHC2CS014HumanLiverHCC3.96e-175.24e-010.2254
253725WASHC2CS015HumanLiverHCC1.32e-216.05e-010.2375
253725WASHC2CS016HumanLiverHCC1.48e-215.99e-010.2243
253725WASHC2CS027HumanLiverHCC5.51e-146.50e-010.2446
253725WASHC2CS028HumanLiverHCC1.74e-227.32e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:00360103LiverHCCprotein localization to endosome19/795824/187232.80e-042.02e-0319
GO:190290412LiverHCCnegative regulation of supramolecular fiber organization90/7958167/187231.90e-039.69e-0390
GO:003227212LiverHCCnegative regulation of protein polymerization46/795880/187234.81e-032.03e-0246
GO:00432444LiverHCCregulation of protein-containing complex disassembly66/7958121/187234.94e-032.07e-0266
GO:005101612LiverHCCbarbed-end actin filament capping18/795826/187235.37e-032.24e-0218
GO:00514946LiverHCCnegative regulation of cytoskeleton organization84/7958163/187231.22e-024.43e-0284
GO:003083712LiverHCCnegative regulation of actin filament polymerization37/795865/187231.33e-024.77e-0237
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
WASHC2CSNVMissense_Mutationnovelc.605N>Ap.Gly202Glup.G202Eprotein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
WASHC2CSNVMissense_Mutationnovelc.459N>Gp.Ile153Metp.I153Mprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
WASHC2CSNVMissense_Mutationc.1825T>Ap.Ser609Thrp.S609Tprotein_codingtolerated(0.26)possibly_damaging(0.622)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
WASHC2CSNVMissense_Mutationc.1996N>Ap.Glu666Lysp.E666Kprotein_codingdeleterious(0.02)possibly_damaging(0.782)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
WASHC2CSNVMissense_Mutationnovelc.3890A>Gp.Asp1297Glyp.D1297Gprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC2CSNVMissense_Mutationnovelc.3529N>Cp.Glu1177Glnp.E1177Qprotein_codingdeleterious(0.04)probably_damaging(0.959)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
WASHC2CSNVMissense_Mutationnovelc.1634N>Tp.Glu545Valp.E545Vprotein_codingdeleterious(0)possibly_damaging(0.571)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WASHC2CSNVMissense_Mutationrs367973237c.919G>Ap.Glu307Lysp.E307Kprotein_codingtolerated(0.06)benign(0.044)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WASHC2CSNVMissense_Mutationnovelc.2537T>Cp.Leu846Prop.L846Pprotein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WASHC2CSNVMissense_Mutationnovelc.2039N>Cp.Ser680Thrp.S680Tprotein_codingdeleterious(0)probably_damaging(0.986)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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